{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a63c0e19-3902-44ee-9b02-ba7ecfdb5268",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "elephant orchid can   bee   flatfish willow_tree otter willow_tree turtle spider poppy hamster tiger lizard bed   dolphin fox   lamp  sweet_pepper plain porcupine boy   seal  orchid woman beaver lion  snail whale lion  spider boy  \n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "from useful_tools import *\n",
    "import torch.optim as optim\n",
    "import torch.nn as nn\n",
    "from torch.nn import functional as F\n",
    "from chao_kk import *\n",
    "from torch.optim import lr_scheduler\n",
    "\n",
    "\n",
    "batch_size = 32\n",
    "trainloader, testloader, classes = get_dataLoader_RandAugment(batch_size)\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "def imshow(img):\n",
    "    img = img / 2 + 0.5     # unnormalize\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "    plt.show()\n",
    "dataiter = iter(trainloader)\n",
    "images, labels = next(dataiter)\n",
    "imshow(torchvision.utils.make_grid(images))\n",
    "print(' '.join(f'{classes[labels[j]]:5s}' for j in range(batch_size)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0a20afd9-e695-4f86-b63b-3c0806770d13",
   "metadata": {},
   "outputs": [],
   "source": [
    "def padding_size(dilation, kernel_size):\n",
    "  return dilation * (kernel_size - 1) // 2\n",
    "\n",
    "def conv3x3(in_channel, out_channel, stride, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 3, stride = stride, padding = padding_size(dilation, 3), bias = False, dilation = dilation)\n",
    "\n",
    "def conv1x1(in_channel, out_channel, stride = 1, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 1, stride = stride, padding = 0, bias = False, dilation = dilation).to(device)\n",
    "\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "981607d0-f82f-4b94-a10f-0d009d00fe2c",
   "metadata": {},
   "outputs": [],
   "source": [
    "Highway_threshold = 8\n",
    "#这个东西是限制特征图大小的。要是太大了的话光是这个门就已经很夸张了。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9dfeb024-658e-4038-84ae-cf607e2047f6",
   "metadata": {},
   "outputs": [],
   "source": [
    "class HighwayNetwork(nn.Module):\n",
    "  def __init__(self, wh_threshold = Highway_threshold):\n",
    "    super(HighwayNetwork, self).__init__()\n",
    "    # 降维操作，将输入形状降低到一个较小的维度\n",
    "    self.pool = nn.AvgPool2d(kernel_size = 2, stride = 2)\n",
    "    self.wh_threshold = wh_threshold\n",
    "    self.gate = None\n",
    "    self.sigmoid = nn.Sigmoid()\n",
    "    self.channel_conv = None\n",
    "\n",
    "  def forward(self, origin_x, layer_out, down_sample_origin_x):\n",
    "    b, c, w, h = origin_x.shape\n",
    "    temp_w = w\n",
    "    while temp_w > self.wh_threshold:\n",
    "        origin_x = self.pool(origin_x)\n",
    "        temp_w /= 2\n",
    "    b, c_out, w_o, h_o = layer_out.shape\n",
    "      \n",
    "    if c_out != c:\n",
    "      if self.channel_conv is None:\n",
    "        self.channel_conv = conv1x1(c, c_out)\n",
    "      origin_x = self.channel_conv(origin_x)\n",
    "        \n",
    "    b, c, w_f, h_f = origin_x.shape\n",
    "    in_s = w_f * h_f\n",
    "    origin_x_flat = origin_x.view(c, b, in_s)\n",
    "\n",
    "    if self.gate is None:\n",
    "        ou_s = w_o * h_o\n",
    "        self.gate = [\n",
    "            nn.Linear(in_s, ou_s).to(device)\n",
    "            for _ in range(c)\n",
    "        ]\n",
    "\n",
    "    # 计算门控函数\n",
    "    T = self.sigmoid(torch.stack([\n",
    "        self.gate[i](origin_x_flat[i].to(device)) for i in range(c)\n",
    "    ])).view(layer_out.size())\n",
    "\n",
    "        \n",
    "\n",
    "    # 根据门控函数进行加权求和\n",
    "    H = layer_out * T + down_sample_origin_x * (1 - T)\n",
    "    return H"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8a1eb695-87a9-4d22-a3f7-b19a22baf1e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "class ResBlock(nn.Module):\n",
    "  def __init__(self, in_channel, out_channel, stride, downsample = None, dilation = 1):\n",
    "    super(ResBlock, self).__init__()\n",
    "    self.conv1 = conv3x3(in_channel, out_channel, stride, dilation)\n",
    "    self.bn1 = nn.BatchNorm2d(out_channel)\n",
    "    self.conv2 = conv3x3(out_channel, out_channel, 1, dilation)\n",
    "    self.bn2 = nn.BatchNorm2d(out_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.downsample = downsample\n",
    "      \n",
    "    self.highway = HighwayNetwork()\n",
    "\n",
    "  def forward(self, x):\n",
    "    origin_x = x\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn1(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2(x)\n",
    "    layer_out = self.bn2(x)\n",
    "    down_sample_orgin_x = origin_x\n",
    "    if self.downsample != None:\n",
    "      down_sample_orgin_x = self.downsample(origin_x)\n",
    "        \n",
    "    x = self.highway(origin_x, layer_out, down_sample_orgin_x)\n",
    "    x = self.relu(x)\n",
    "    return x\n",
    "\n",
    "class ResNet(nn.Module):\n",
    "  def __init__(self, classes, base_channel = 64):\n",
    "    super(ResNet, self).__init__()\n",
    "    # 老实说，我怕64、128……512通道实在是太慢了，通过base_channel来调节通道。感觉可以设置为16\n",
    "    self.base_channel = base_channel\n",
    "    self.conv1 = conv3x3(3, base_channel, 1)\n",
    "    self.bn = nn.BatchNorm2d(base_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.max_pool = nn.MaxPool2d(kernel_size = 2, stride = 2)\n",
    "    self.conv2_x = self.init_ResBlock(base_channel * 1, base_channel * 1, stride = 1, block_num = 2, dilation = 1)\n",
    "    self.conv3_x = self.init_ResBlock(base_channel * 1, base_channel * 2, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv4_x = self.init_ResBlock(base_channel * 2, base_channel * 4, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv5_x = self.init_ResBlock(base_channel * 4, base_channel * 8, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.avg = nn.AvgPool2d(kernel_size = 2, stride = 2)\n",
    "    self.fc = nn.Linear(base_channel * 8 * 4, len(classes))\n",
    "    self.drop = nn.Dropout(0.1)\n",
    "\n",
    "  def forward(self, x):\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2_x(x)\n",
    "    x = self.conv3_x(x)\n",
    "    x = self.conv4_x(x)\n",
    "    x = self.conv5_x(x)\n",
    "    x = self.avg(x)\n",
    "    x = x.view(x.size(0), -1)\n",
    "    x = self.fc(x)\n",
    "    x = self.drop(x)\n",
    "    return x\n",
    "\n",
    "  def init_ResBlock(self, in_channel, out_channel, stride, block_num, dilation):\n",
    "    downsample = None #这个好东西是用来把特征图宽高缩小的\n",
    "    if stride != 1 or in_channel != out_channel:\n",
    "      # 对于3*3的padding为1的卷积核，如果stride为1的话卷完后特征图宽高是不变的。\n",
    "      # 如果stride是2的话，那么宽高会变成原来的一半。\n",
    "      # 计算：out = (in/2 - 1/2)向下取整 + 1， 也就是in/2 - 1 + 1 = in / 2\n",
    "      downsample = nn.Sequential(\n",
    "                conv3x3(in_channel, out_channel, stride=stride),\n",
    "                nn.BatchNorm2d(out_channel)\n",
    "                )\n",
    "    return nn.Sequential(*[\n",
    "        ResBlock(in_channel, out_channel, stride, downsample = downsample, dilation = dilation) if i == 0 else\n",
    "        ResBlock(out_channel, out_channel, 1, dilation = dilation)\n",
    "        for i in range(block_num)\n",
    "    ])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1fc55884-0a41-46af-bbb8-bcc55be86d47",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "net = ResNet(classes = classes, base_channel = 64).to(device)\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=0.001, momentum=0.9)\n",
    "#optimizer = optim.Adam(net.parameters(), lr=0.001)\n",
    "print(device)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "01598712-6734-4930-9f2a-75286ca12563",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "learning_rate=0.05\n",
    "momentum=0.9\n",
    "weight_decay=0.0001\n",
    "batch_size=128\n",
    "epochs=25\n",
    "data_path='./data'\n",
    "model_name='ResNet182'+'epoch='+str(epochs)\n",
    "print(device)\n",
    "criterion=nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=learning_rate, momentum=momentum, weight_decay=weight_decay)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "48493633-6b18-408a-a0cd-b770da9f40b6",
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[8], line 5\u001b[0m\n\u001b[1;32m      3\u001b[0m train_top5_accs, test_top5_accs \u001b[38;5;241m=\u001b[39m [], []\n\u001b[1;32m      4\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m epoch \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(epochs):\n\u001b[0;32m----> 5\u001b[0m     train_loss,train_acc,train_top5_acc\u001b[38;5;241m=\u001b[39m\u001b[43mnew_train\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnet\u001b[49m\u001b[43m,\u001b[49m\u001b[43mtrainloader\u001b[49m\u001b[43m,\u001b[49m\u001b[43mcriterion\u001b[49m\u001b[43m,\u001b[49m\u001b[43moptimizer\u001b[49m\u001b[43m,\u001b[49m\u001b[43mdevice\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m      6\u001b[0m     test_loss,test_acc,test_top5_acc\u001b[38;5;241m=\u001b[39mtest(net,testloader,criterion,device)\n\u001b[1;32m      7\u001b[0m     \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mepoch:\u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m,train_loss:\u001b[39m\u001b[38;5;132;01m{:.4f}\u001b[39;00m\u001b[38;5;124m,train_acc:\u001b[39m\u001b[38;5;132;01m{:.4f}\u001b[39;00m\u001b[38;5;124m,train_top5_acc:\u001b[39m\u001b[38;5;132;01m{:.4f}\u001b[39;00m\u001b[38;5;124m,test_loss:\u001b[39m\u001b[38;5;132;01m{:.4f}\u001b[39;00m\u001b[38;5;124m,test_acc:\u001b[39m\u001b[38;5;132;01m{:.4f}\u001b[39;00m\u001b[38;5;124m,test_top5_acc:\u001b[39m\u001b[38;5;132;01m{:.4f}\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;241m.\u001b[39mformat(epoch,train_loss,train_acc,train_top5_acc,test_loss,test_acc,test_top5_acc))\n",
      "File \u001b[0;32m~/deep-learning/FuTong/优化highway/useful_tools.py:264\u001b[0m, in \u001b[0;36mnew_train\u001b[0;34m(model, trainloader, criterion, optimizer, device)\u001b[0m\n\u001b[1;32m    262\u001b[0m output\u001b[38;5;241m=\u001b[39mmodel(data)\n\u001b[1;32m    263\u001b[0m loss\u001b[38;5;241m=\u001b[39mcriterion(output,target)\n\u001b[0;32m--> 264\u001b[0m \u001b[43mloss\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbackward\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    265\u001b[0m optimizer\u001b[38;5;241m.\u001b[39mstep()\n\u001b[1;32m    266\u001b[0m train_loss\u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39mloss\u001b[38;5;241m.\u001b[39mitem()\n",
      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/torch/_tensor.py:487\u001b[0m, in \u001b[0;36mTensor.backward\u001b[0;34m(self, gradient, retain_graph, create_graph, inputs)\u001b[0m\n\u001b[1;32m    477\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m has_torch_function_unary(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m    478\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m handle_torch_function(\n\u001b[1;32m    479\u001b[0m         Tensor\u001b[38;5;241m.\u001b[39mbackward,\n\u001b[1;32m    480\u001b[0m         (\u001b[38;5;28mself\u001b[39m,),\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    485\u001b[0m         inputs\u001b[38;5;241m=\u001b[39minputs,\n\u001b[1;32m    486\u001b[0m     )\n\u001b[0;32m--> 487\u001b[0m \u001b[43mtorch\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mautograd\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbackward\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    488\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgradient\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mretain_graph\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcreate_graph\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minputs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minputs\u001b[49m\n\u001b[1;32m    489\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/torch/autograd/__init__.py:200\u001b[0m, in \u001b[0;36mbackward\u001b[0;34m(tensors, grad_tensors, retain_graph, create_graph, grad_variables, inputs)\u001b[0m\n\u001b[1;32m    195\u001b[0m     retain_graph \u001b[38;5;241m=\u001b[39m create_graph\n\u001b[1;32m    197\u001b[0m \u001b[38;5;66;03m# The reason we repeat same the comment below is that\u001b[39;00m\n\u001b[1;32m    198\u001b[0m \u001b[38;5;66;03m# some Python versions print out the first line of a multi-line function\u001b[39;00m\n\u001b[1;32m    199\u001b[0m \u001b[38;5;66;03m# calls in the traceback and some print out the last line\u001b[39;00m\n\u001b[0;32m--> 200\u001b[0m \u001b[43mVariable\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_execution_engine\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun_backward\u001b[49m\u001b[43m(\u001b[49m\u001b[43m  \u001b[49m\u001b[38;5;66;43;03m# Calls into the C++ engine to run the backward pass\u001b[39;49;00m\n\u001b[1;32m    201\u001b[0m \u001b[43m    \u001b[49m\u001b[43mtensors\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgrad_tensors_\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mretain_graph\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcreate_graph\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minputs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    202\u001b[0m \u001b[43m    \u001b[49m\u001b[43mallow_unreachable\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maccumulate_grad\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "train_losses, test_losses = [], []\n",
    "train_accs, test_accs = [], []\n",
    "train_top5_accs, test_top5_accs = [], []\n",
    "for epoch in range(epochs):\n",
    "    train_loss,train_acc,train_top5_acc=new_train(net,trainloader,criterion,optimizer,device)\n",
    "    test_loss,test_acc,test_top5_acc=test(net,testloader,criterion,device)\n",
    "    print('epoch:{},train_loss:{:.4f},train_acc:{:.4f},train_top5_acc:{:.4f},test_loss:{:.4f},test_acc:{:.4f},test_top5_acc:{:.4f}'.format(epoch,train_loss,train_acc,train_top5_acc,test_loss,test_acc,test_top5_acc))\n",
    "\n",
    "    train_losses.append(train_loss)\n",
    "    test_losses.append(test_loss)\n",
    "    train_accs.append(train_acc)\n",
    "    test_accs.append(test_acc)\n",
    "    train_top5_accs.append(train_top5_acc)\n",
    "    test_top5_accs.append(test_top5_acc)\n",
    "\n",
    "#画图\n",
    "torch.save(net.state_dict(), model_name+'.pth')\n",
    "plot_training_results(train_losses, train_accs, train_accs, test_losses, test_accs, test_top5_accs)\n",
    "save_log(model_name,train_accs,test_accs,train_losses,test_losses,train_top5_accs,test_top5_accs,output_dir='../train_process')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a077bce8-56bf-4831-b9a0-153fdf5ac6f1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "57d622dc-2b3c-43c0-a49c-4434c9d6ccd2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f29a6591-d197-4116-bb90-9f46e1d25918",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5b42cfa9-4d57-40fd-8d22-928dc18efdbf",
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_cpu_numpy(tensor):\n",
    "    return tensor.cpu().numpy()\n",
    "def to_cpu(list_):\n",
    "    if isinstance(list_, list):\n",
    "        return list(map(to_cpu_numpy,list_))\n",
    "    else:\n",
    "        return to_cpu_numpy(list_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "aee71f6c-d1e2-47b1-9a2a-2846eb96134d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_training_results(train_losses, to_cpu(train_top1_accs), to_cpu(train_top5_accs), val_losses, to_cpu(val_top1_accs), to_cpu(val_top5_accs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b06a3b9d-c02f-4707-8d10-1d87a5a8a9ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "with open('baseline.pkl', 'wb') as f:\n",
    "    pickle.dump([\n",
    "        net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs)\n",
    "    ], f)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3012910e-a28e-4def-872d-6a46d9e72b64",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1a35b13b-2d28-458b-8b67-27cd3adeaeb3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6515a9de-44af-4c74-8b34-8e1b7d514b86",
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     "text": [
      "0.5612\n",
      "Accuracy for class: apple is 78.0 %\n",
      "Accuracy for class: aquarium_fish is 68.0 %\n",
      "Accuracy for class: baby  is 42.0 %\n",
      "Accuracy for class: bear  is 26.0 %\n",
      "Accuracy for class: beaver is 38.0 %\n",
      "Accuracy for class: bed   is 51.0 %\n",
      "Accuracy for class: bee   is 61.0 %\n",
      "Accuracy for class: beetle is 59.0 %\n",
      "Accuracy for class: bicycle is 69.0 %\n",
      "Accuracy for class: bottle is 67.0 %\n",
      "Accuracy for class: bowl  is 45.0 %\n",
      "Accuracy for class: boy   is 36.0 %\n",
      "Accuracy for class: bridge is 61.0 %\n",
      "Accuracy for class: bus   is 45.0 %\n",
      "Accuracy for class: butterfly is 49.0 %\n",
      "Accuracy for class: camel is 51.0 %\n",
      "Accuracy for class: can   is 55.0 %\n",
      "Accuracy for class: castle is 79.0 %\n",
      "Accuracy for class: caterpillar is 54.0 %\n",
      "Accuracy for class: cattle is 43.0 %\n",
      "Accuracy for class: chair is 80.0 %\n",
      "Accuracy for class: chimpanzee is 72.0 %\n",
      "Accuracy for class: clock is 50.0 %\n",
      "Accuracy for class: cloud is 77.0 %\n",
      "Accuracy for class: cockroach is 72.0 %\n",
      "Accuracy for class: couch is 47.0 %\n",
      "Accuracy for class: crab  is 54.0 %\n",
      "Accuracy for class: crocodile is 39.0 %\n",
      "Accuracy for class: cup   is 76.0 %\n",
      "Accuracy for class: dinosaur is 55.0 %\n",
      "Accuracy for class: dolphin is 59.0 %\n",
      "Accuracy for class: elephant is 52.0 %\n",
      "Accuracy for class: flatfish is 39.0 %\n",
      "Accuracy for class: forest is 49.0 %\n",
      "Accuracy for class: fox   is 54.0 %\n",
      "Accuracy for class: girl  is 34.0 %\n",
      "Accuracy for class: hamster is 53.0 %\n",
      "Accuracy for class: house is 56.0 %\n",
      "Accuracy for class: kangaroo is 42.0 %\n",
      "Accuracy for class: keyboard is 64.0 %\n",
      "Accuracy for class: lamp  is 48.0 %\n",
      "Accuracy for class: lawn_mower is 76.0 %\n",
      "Accuracy for class: leopard is 60.0 %\n",
      "Accuracy for class: lion  is 64.0 %\n",
      "Accuracy for class: lizard is 28.0 %\n",
      "Accuracy for class: lobster is 30.0 %\n",
      "Accuracy for class: man   is 27.0 %\n",
      "Accuracy for class: maple_tree is 56.0 %\n",
      "Accuracy for class: motorcycle is 87.0 %\n",
      "Accuracy for class: mountain is 75.0 %\n",
      "Accuracy for class: mouse is 37.0 %\n",
      "Accuracy for class: mushroom is 54.0 %\n",
      "Accuracy for class: oak_tree is 66.0 %\n",
      "Accuracy for class: orange is 86.0 %\n",
      "Accuracy for class: orchid is 69.0 %\n",
      "Accuracy for class: otter is 28.0 %\n",
      "Accuracy for class: palm_tree is 77.0 %\n",
      "Accuracy for class: pear  is 61.0 %\n",
      "Accuracy for class: pickup_truck is 64.0 %\n",
      "Accuracy for class: pine_tree is 61.0 %\n",
      "Accuracy for class: plain is 85.0 %\n",
      "Accuracy for class: plate is 61.0 %\n",
      "Accuracy for class: poppy is 64.0 %\n",
      "Accuracy for class: porcupine is 52.0 %\n",
      "Accuracy for class: possum is 36.0 %\n",
      "Accuracy for class: rabbit is 35.0 %\n",
      "Accuracy for class: raccoon is 56.0 %\n",
      "Accuracy for class: ray   is 40.0 %\n",
      "Accuracy for class: road  is 83.0 %\n",
      "Accuracy for class: rocket is 76.0 %\n",
      "Accuracy for class: rose  is 56.0 %\n",
      "Accuracy for class: sea   is 71.0 %\n",
      "Accuracy for class: seal  is 19.0 %\n",
      "Accuracy for class: shark is 48.0 %\n",
      "Accuracy for class: shrew is 43.0 %\n",
      "Accuracy for class: skunk is 71.0 %\n",
      "Accuracy for class: skyscraper is 78.0 %\n",
      "Accuracy for class: snail is 39.0 %\n",
      "Accuracy for class: snake is 52.0 %\n",
      "Accuracy for class: spider is 61.0 %\n",
      "Accuracy for class: squirrel is 29.0 %\n",
      "Accuracy for class: streetcar is 64.0 %\n",
      "Accuracy for class: sunflower is 79.0 %\n",
      "Accuracy for class: sweet_pepper is 48.0 %\n",
      "Accuracy for class: table is 48.0 %\n",
      "Accuracy for class: tank  is 70.0 %\n",
      "Accuracy for class: telephone is 62.0 %\n",
      "Accuracy for class: television is 67.0 %\n",
      "Accuracy for class: tiger is 62.0 %\n",
      "Accuracy for class: tractor is 64.0 %\n",
      "Accuracy for class: train is 61.0 %\n",
      "Accuracy for class: trout is 73.0 %\n",
      "Accuracy for class: tulip is 47.0 %\n",
      "Accuracy for class: turtle is 26.0 %\n",
      "Accuracy for class: wardrobe is 83.0 %\n",
      "Accuracy for class: whale is 62.0 %\n",
      "Accuracy for class: willow_tree is 44.0 %\n",
      "Accuracy for class: wolf  is 55.0 %\n",
      "Accuracy for class: woman is 29.0 %\n",
      "Accuracy for class: worm  is 58.0 %\n"
     ]
    }
   ],
   "source": [
    "show_all_class_acc(classes, testloader, net, device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "37015137-6e99-4720-aaa0-1146bb2f4e09",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f3e6bcd8-be18-43cf-afe4-4a35930a24cc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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